Shoppers also expressed less satisfaction with Apple (NASDAQ:AAPL), which tumbled from a second place last year to its worst ranking in four years. Dell (NASDAQ:DELL) also fell sharply. Both Apple and Dell saw their customer satisfaction ratings decline by 4%.

Shares of Amazon, Apple and Dell fell about 1% in Thursday morning trading, while J.C. Penney dropped more than 3%.